{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plain 20 - CIFAR10\n",
    "\n",
    "Plain20 is defined in Deep Residual Learning for Image Recognition and it is essentially ResNet20-CIFAR without the residual connections. You will need to train this network first and you can do that using [plain20_cifar_baseline_training.yaml](https://github.com/IntelLabs/distiller/blob/new_amc/examples/auto_compression/plain20_cifar_baseline_training.yaml). The trained Plain20 achieves Top1 accuracy of 90.5% on CIFAR-10. The notebook uses data captured in Distiller AMC trace files.\n",
    "\n",
    "We search for a 50%-MACs-constrained (FLOPs-constrained) Plain20.  From our Greedy Search algorithm we know that there exists a 50%-MACs-constrained Plain20 that can provide Top1=90%.\n",
    "## Comparing multiple executions\n",
    "\n",
    "* How stable is the ranking of discovered networks?\n",
    " \n",
    "\n",
    "Let's run 4 instances of AMC (Plain20, DDPG) and then review the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib \n",
    "import csv\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interactive, interact, Layout\n",
    "import matplotlib.pylab as pylab\n",
    "import matplotlib.animation as animation\n",
    "from matplotlib import animation, rc\n",
    "\n",
    "from auto_compression_jupyter import *\n",
    "\n",
    "#plt.style.use('seaborn') # pretty matplotlib plots\n",
    "\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (15, 7),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'xx-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "pylab.rcParams.update(params)\n",
    "\n",
    "    \n",
    "# Widen the cells to get entire rows in the screen.\n",
    "from IPython.core.display import display, HTML\n",
    "#display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "EXPERIMENTS_DIR = os.path.join(\"/experiments\", \"amc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple experiment runs\n",
    "\n",
    "We run AMC for 800 episodes. We heat up for the first 100 episodes. During this phase we don't train: the Actor emits actions, to which we add a strong constant noise and fill the replay buffer (the AMC paper refers to this phase as the exploration phase). After completing the heatup phase (100 episodes) we start the learning phase (in AMC parlance this is the exploitation phase) in which we use an exponentially-decaying noise.  After an episode ends, each transition in the trajectory is added to the replay-buffer using an uncommon scheme:\n",
    "\n",
    "> Following Block-QNN [54], which applies a variant form of Bellman's Equation [50], each transition in an episode is (st; at;R; st+1), where R is the reward after the network is compressed\n",
    "\n",
    "How should the learning process look like (e.g. the reward curve)? Unfortunately, the AMC paper provides very little information about this. The RL learning is stochastic and two executions of the same experiment can look quite different: one succeeding and another failing - so we need to run our experiments several time.\n",
    "\n",
    "Below we plot the execution of the same experiment several times.<br>\n",
    "We configure AMC as follows:\n",
    "- Architecture: Resnet20 (CIFAR10)\n",
    "- Action range: 5% - 100% retain rate\n",
    "- Target density: 50%\n",
    "- Don't fine-tune a discovered network before providing a reward.\n",
    "\n",
    "The command-line is provided below:\n",
    "    \n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/plain20-ddpg-private amc.py  --arch=plain20_cifar ${CIFAR10_PATH} --resume=${CHECKPOINTS_PATH}/checkpoint.plain20_cifar.pth.tar --lr=0.05 --amc-protocol=mac-constrained --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=DDPG --amc-cfg=auto_compression_channels.yaml --evs=0.5 --etrs=0.5 --amc-rllib=hanlab -j=1\n",
    "    \n",
    "Each colored line represents one experiment execution instance. We plot the search-Top1 score of discovered networks as the RL-based AMC system learns to find better compressed networks. You might be impressed by:\n",
    "* The variability in behavior, which is typical for RL algorithms.\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8c72593118c543dcb2be7bcf53e3f2ad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=10, description='window_size', max=50, step=5), IntSlider(value=0, descr…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: [62.28, 62.040000000000006, 62.0, 61.8, 61.56]\n",
      "1: [65.12, 65.0, 64.68, 64.52, 64.4]\n",
      "2: [65.0, 64.68, 63.88, 63.75999999999999, 63.75999999999999]\n",
      "3: [63.8, 63.68000000000001, 63.6, 63.56, 63.56]\n"
     ]
    }
   ],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR, \"plain20-ddpg-private\",\"2019.07.24-174636\")\n",
    "df_list = load_experiment_instances(fpath)\n",
    "\n",
    "plot_experiment_comparison(df_list)\n",
    "for i, df in enumerate(df_list):\n",
    "    print(\"%d: %s\" % (i, [score for score in df.sort_values(by=['top1'], ascending=False).top1[:5]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fine-tune for 2 epochs (using 16 processes): notice the low LR which we use because we only FT for 2 episodes.\n",
    "\n",
    "    time python parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ddpg-private/2019.07.24-174636 --arch=plain20_cifar --lr=0.001 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=2 --output-csv=ft_2epoch_results.csv --processes=16\n",
    "\n",
    "\n",
    "Fine-tune for 60 epochs (using 16 processes): notice the x100 higher LR.\n",
    "\n",
    "    time python parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ddpg-private/2019.07.24-174636 --arch=plain20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Bubbles represent discovered networks\n",
    "* Bubble sizes represent the relative number of FLOPs in each network\n",
    "* Darker networks were discovered later in the search process "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best network: 83.14\n",
      "Pearson: 0.902\n",
      "   exp  search_top1   top1                                     name\n",
      "59   2        60.92  83.14  BEST_adc_episode_221_checkpoint.pth.tar\n",
      "58   2        60.84  82.92  BEST_adc_episode_211_checkpoint.pth.tar\n",
      "71   2        64.68  82.82  BEST_adc_episode_588_checkpoint.pth.tar\n",
      "11   1        58.20  82.72  BEST_adc_episode_266_checkpoint.pth.tar\n",
      "68   2        63.56  82.72  BEST_adc_episode_424_checkpoint.pth.tar\n",
      "Best network: 90.04\n",
      "Pearson: 0.699\n",
      "   exp  search_top1   top1                                     name\n",
      "72   2        65.00  90.04  BEST_adc_episode_777_checkpoint.pth.tar\n",
      "65   2        62.36  90.02  BEST_adc_episode_378_checkpoint.pth.tar\n",
      "56   2        60.36  89.96  BEST_adc_episode_199_checkpoint.pth.tar\n",
      "53   2        58.24  89.94  BEST_adc_episode_126_checkpoint.pth.tar\n",
      "41   3        63.84  89.93  BEST_adc_episode_357_checkpoint.pth.tar\n",
      "92\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plain20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "df_plain20_ft2 = pd.read_csv(os.path.join(fpath, \"ft_2epoch_results.csv\"))\n",
    "\n",
    "shorten_dir_name(df_plain20_ft2)\n",
    "shorten_dir_name(df_plain20_ft60)\n",
    "create_fig(\"Discovered Networks:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks(df_plain20_ft2, edgecolors='green')\n",
    "plot_networks(df_plain20_ft60, edgecolors='orange')\n",
    "print(len(df_plain20_ft60.index))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's zoom-in on the FT60 networks.<br>\n",
    "Remember, we ran our AMC experiment 4 times, and we fine-tuned networks discovered in each of these 4 experiments. Now let's separate these networks by color and observe how they cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_fig(\"Discovered Networks:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_plain20_ft60, edgecolors='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.32623976968406065, 0.026918228305542857)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_sorted = df_plain20_ft60.sort_values(by=['top1'], ascending=False)\n",
    "df_sorted = df_sorted[:int(len(df_sorted.index) * 0.5)]  # Top 30% models\n",
    "create_fig(\"Discovered Networks - Zoom View:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_sorted, edgecolors='red')\n",
    "\n",
    "from scipy.stats.stats import pearsonr\n",
    "print(pearsonr(df_sorted.top1, df_sorted.search_top1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clipped PPO\n",
    "What happens if we use a different agent, such as Clipped PPO?\n",
    "Results are interesting and encouraging as there is learning. However, this is less sample-efficient compared to DDPG, and therefore takes longer.\n",
    "There might be some room to tune the PPO hyper-params to generate better results.\n",
    "\n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/plain20-ppo-coach amc.py --arch=plain20_cifar ${CIFAR10_PATH} --resume=${CHECKPOINTS_PATH}/checkpoint.plain20_cifar.pth.tar --lr=0.05 --amc-protocol=mac-constrained --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=ClippedPPO-continuous --amc-cfg=auto_compression_channels.yaml --evs=0.5 --etrs=0.5 --amc-rllib=coach -j=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5ae394da6ea9414eb33ea94dcec60344",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=10, description='window_size', max=50, step=5), IntSlider(value=0, descr…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR, \"plain20-ppo-coach\", \"2019.07.28-012356\")\n",
    "df_list = load_experiment_instances(fpath)\n",
    "df_len = min([len(df) for df in df_list])\n",
    "\n",
    "plot_experiment_comparison(df_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    time python3 parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ppo-coach/2019.07.28-012356 --arch=plain20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plain20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "shorten_dir_name(df_plain20_ft60)\n",
    "\n",
    "create_fig(\"Discovered Networks:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_plain20_ft60, edgecolors=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using a different reward function\n",
    "\n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/plain20-ddpg-private-punish amc.py --arch=plain20_cifar ${CIFAR10_PATH} --resume=${CHECKPOINTS_PATH}/checkpoint.plain20_cifar.pth.tar --lr=0.05 --amc-protocol=punish-agent --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=DDPG --amc-cfg=auto_compression_channels.yaml --evs=0.5 --etrs=0.5 --amc-rllib=hanlab -j=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e4e681410db3417e95b3aa2f0f697d7f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=10, description='window_size', max=50, step=5), IntSlider(value=0, descr…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR, \"plain20-ddpg-private-punish\", \"2019.07.29-171102\")\n",
    "df_list = load_experiment_instances(fpath)\n",
    "df_len = min([len(df) for df in df_list])\n",
    "\n",
    "plot_experiment_comparison(df_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    time python parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ddpg-private-punish/2019.07.29-171102 --arch=plain20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plain20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "shorten_dir_name(df_plain20_ft60)\n",
    "#df_plain20_ft60 = df_plain20_ft60[df_plain20_ft60[df_plain20_ft60.macs] >= 50.5] \n",
    "\n",
    "create_fig(\"Discovered Networks - Zoom View:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_plain20_ft60, edgecolors=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Increase the number of images we use for scoring\n",
    "\n",
    "Let's go back to DDPG, and try to assess what happens when we increase the validation dataset.\n",
    "We use the validation dataset both for reconstruction of feature-maps and for computing the reward.  Our original configuration is:\n",
    "\n",
    "    Dataset sizes:\n",
    "        training=22500\n",
    "        validation=2500\n",
    "        test=750\n",
    "\n",
    "Since we don't fine-tune in this setup, the size of the training DS is irrelevant.  The same is true for the test DS, since it's not used.\n",
    "\n",
    "    Dataset sizes:\n",
    "        training=450\n",
    "        validation=5000\n",
    "        test=750\n",
    "\n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/plain20-ddpg-private amc.py  --arch=plain20_cifar ${CIFAR10_PATH} --resume=${CHECKPOINTS_PATH}/checkpoint.plain20_cifar.pth.tar --lr=0.05 --amc-protocol=mac-constrained --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=DDPG --amc-cfg=auto_compression_channels.yaml --evs=1.0 --etrs=0.01 --amc-rllib=hanlab -j=1\n",
    "    \n",
    "    time python parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ddpg-private/2019.08.01-181040 --arch=plain20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR,\n",
    "                     \"plain20-ddpg-private\",\n",
    "                     \"2019.08.01-181040\")\n",
    "df_plain20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "shorten_dir_name(df_plain20_ft60)\n",
    "#df_plain20_ft60 = df_plain20_ft60[df_plain20_ft60[df_plain20_ft60.macs] >= 50.5] \n",
    "\n",
    "create_fig(\"Discovered Networks - Zoom View:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_plain20_ft60, edgecolors=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now repeating the original experiment, with checkpoint savings so we can fine-tune the best ones\n",
    "\n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/plain20-ddpg-private amc.py  --arch=plain20_cifar ${CIFAR10_PATH} --resume=${CHECKPOINTS_PATH}/checkpoint.plain20_cifar.pth.tar --lr=0.05 --amc-protocol=mac-constrained --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=DDPG --amc-cfg=auto_compression_channels.yaml --evs=0.5 --etrs=0.01 --amc-rllib=hanlab -j=1 --amc-save-chkpts\n",
    "    \n",
    "    time python3 ../../classifier_compression/parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/plain20-ddpg-private/2019.08.03-000628 --arch=plain20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16 --top-performing-chkpts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR,\n",
    "                     \"plain20-ddpg-private\",\n",
    "                     \"2019.08.03-000628\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plain20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "shorten_dir_name(df_plain20_ft60)\n",
    "\n",
    "create_fig(\"Discovered Networks - Zoom View:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_plain20_ft60, edgecolors=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89.86, 89.65263157894738, 0.14771752718027756)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_mean = df_plain20_ft60.top1.mean()\n",
    "_std = df_plain20_ft60.top1.std()\n",
    "_max = mean = df_plain20_ft60.top1.max()\n",
    "_max, _mean, _std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a3c0433eba7a490b8b762a81fd84e4cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=10, description='window_size', max=50, step=5), IntSlider(value=0, descr…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_list = load_experiment_instances(fpath)\n",
    "plot_experiment_comparison(df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}